{"id":"W4321794417","doi":"10.14434/tc.v15i2.35540","title":"The Emergence of Efficient Musical Texts during the Age of Reason","year":2023,"lang":"en","type":"article","venue":"Textual Cultures","topic":"Musicology and Musical Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Composition (language); Notation; Improvisation; Musical composition; Musical; Performing arts; Element (criminal law); Musical notation; Literature; Computer science; Linguistics; Art; Visual arts; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002172369,0.00008450281,0.0001490905,0.00002856319,0.0005742393,0.00002619114,0.00027505,0.00003384996,0.001532524],"category_scores_gemma":[0.0001249896,0.00003626764,0.0001418797,0.0001216413,0.0007285626,0.00001912733,0.0001015395,0.0001155938,0.00005929309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003347102,"about_ca_system_score_gemma":0.000008283168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001616308,"about_ca_topic_score_gemma":0.001814301,"domain_scores_codex":[0.9992052,0.00006832262,0.0002216575,0.0001227584,0.0002077323,0.0001742876],"domain_scores_gemma":[0.9994222,0.0001776996,0.00008871741,0.0002121411,0.00007730002,0.00002192994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000805007,0.0001578917,0.0001198801,0.00006762128,0.000212892,0.00001338674,0.07800141,0.0005860401,0.01133354,0.8143448,0.09211272,0.002969313],"study_design_scores_gemma":[0.0005912998,0.0002382,0.09826332,0.00009289482,0.0003334363,0.000004286224,0.05705984,0.0009448911,0.005604596,0.005031819,0.8314084,0.000427006],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685275,0.0002389926,0.000001630036,0.0007510157,0.000202478,0.0001005699,0.00001938261,0.00003915977,0.03011929],"genre_scores_gemma":[0.9871131,0.00003787507,0.000001574712,0.00009681563,0.0002726025,0.0000122519,0.00000791898,0.00000472453,0.01245319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.809313,"threshold_uncertainty_score":0.9993802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02689143614658058,"score_gpt":0.2588344683031241,"score_spread":0.2319430321565435,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}